Reporte segunda parte

Dataset statistics

Number of variables	27
Number of observations	539
Missing cells	89
Missing cells (%)	0.6%
Duplicate rows	18
Duplicate rows (%)	3.3%
Total size in memory	113.8 KiB
Average record size in memory	216.2 B

Variable types

Categorical	10
Numeric	12
Text	4
DateTime	1

Alerts

`artist_id` has constant value ""	Constant
`artist_name` has constant value ""	Constant
`artist_popularity` has constant value ""	Constant
Dataset has 18 (3.3%) duplicate rows	Duplicates
`disc_number` is highly imbalanced (79.8%)	Imbalance
`explicit` is highly imbalanced (72.5%)	Imbalance
`audio_features.mode` is highly imbalanced (57.3%)	Imbalance
`audio_features.time_signature` is highly imbalanced (82.7%)	Imbalance
`track_id` has 8 (1.5%) missing values	Missing
`track_name` has 7 (1.3%) missing values	Missing
`album_name` has 62 (11.5%) missing values	Missing
`audio_features.key` has 97 (18.0%) zeros	Zeros

Reproduction

Analysis started	2024-01-10 04:22:09.824444
Analysis finished	2024-01-10 04:22:39.119627
Duration	29.3 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

disc_number
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

1	522
2	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	539
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	522	96.8%
2	17	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	522	96.8%
2	17	3.2%

Most occurring characters

Value	Count	Frequency (%)
1	522	96.8%
2	17	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	539	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	522	96.8%
2	17	3.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	539	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	522	96.8%
2	17	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	539	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	522	96.8%
2	17	3.2%

duration_ms
Real number (ℝ)

Distinct	364
Distinct (%)	67.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	236003.73

Minimum	-223093
Maximum	613026
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.4%
Memory size	4.3 KiB

Quantile statistics

Minimum	-223093
5-th percentile	174782
Q1	209486.5
median	233626
Q3	259045.5
95-th percentile	315148.7
Maximum	613026
Range	836119
Interquartile range (IQR)	49559

Descriptive statistics

Standard deviation	55019.871
Coefficient of variation (CV)	0.23313137
Kurtosis	16.911475
Mean	236003.73
Median Absolute Deviation (MAD)	24649
Skewness	-0.87552564
Sum	1.2720601 × 10⁸
Variance	3.0271862 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
231000	6	1.1%
212600	5	0.9%
247533	5	0.9%
235800	5	0.9%
271000	4	0.7%
202960	3	0.6%
255893	3	0.6%
200690	3	0.6%
256124	3	0.6%
194206	3	0.6%
Other values (354)	499	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-223093	1	0.2%
-107133	1	0.2%
10	1	0.2%
1000	1	0.2%
3000	1	0.2%
83253	1	0.2%
131186	1	0.2%
146436	2	0.4%
148781	2	0.4%
150440	2	0.4%

Value	Count	Frequency (%)
613026	1	0.2%
405906	1	0.2%
404680	1	0.2%
403933	1	0.2%
403887	1	0.2%
389213	1	0.2%
376466	1	0.2%
369120	1	0.2%
369066	1	0.2%
367146	2	0.4%

explicit
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

False	480
True	54
No	4
Si	1

Length

Max length	5
Median length	5
Mean length	4.8719852
Min length	2

Characters and Unicode

Total characters	2626
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	False
2nd row	False
3rd row	False
4th row	False
5th row	False

Common Values

Value	Count	Frequency (%)
False	480	89.1%
True	54	10.0%
No	4	0.7%
Si	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
false	480	89.1%
true	54	10.0%
no	4	0.7%
si	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
e	534	20.3%
F	480	18.3%
a	480	18.3%
l	480	18.3%
s	480	18.3%
T	54	2.1%
r	54	2.1%
u	54	2.1%
N	4	0.2%
o	4	0.2%
Other values (2)	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2087	79.5%
Uppercase Letter	539	20.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	534	25.6%
a	480	23.0%
l	480	23.0%
s	480	23.0%
r	54	2.6%
u	54	2.6%
o	4	0.2%
i	1	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
F	480	89.1%
T	54	10.0%
N	4	0.7%
S	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2626	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	534	20.3%
F	480	18.3%
a	480	18.3%
l	480	18.3%
s	480	18.3%
T	54	2.1%
r	54	2.1%
u	54	2.1%
N	4	0.2%
o	4	0.2%
Other values (2)	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2626	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	534	20.3%
F	480	18.3%
a	480	18.3%
l	480	18.3%
s	480	18.3%
T	54	2.1%
r	54	2.1%
u	54	2.1%
N	4	0.2%
o	4	0.2%
Other values (2)	2	0.1%

track_number
Real number (ℝ)

Distinct	46
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.280148

Minimum	1
Maximum	46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	10
Q3	15
95-th percentile	25.1
Maximum	46
Range	45
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.9656206
Coefficient of variation (CV)	0.70616274
Kurtosis	2.8653451
Mean	11.280148
Median Absolute Deviation (MAD)	5
Skewness	1.367575
Sum	6080
Variance	63.451111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
8	29	5.4%
1	28	5.2%
6	28	5.2%
7	28	5.2%
2	28	5.2%
5	28	5.2%
3	28	5.2%
4	28	5.2%
11	27	5.0%
12	27	5.0%
Other values (36)	260	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	28	5.2%
2	28	5.2%
3	28	5.2%
4	28	5.2%
5	28	5.2%
6	28	5.2%
7	28	5.2%
8	29	5.4%
9	27	5.0%
10	27	5.0%

Value	Count	Frequency (%)
46	1	0.2%
45	1	0.2%
44	1	0.2%
43	1	0.2%
42	1	0.2%
41	1	0.2%
40	1	0.2%
39	1	0.2%
38	1	0.2%
37	1	0.2%

track_popularity
Real number (ℝ)

Distinct	73
Distinct (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.918367

Minimum	-92
Maximum	152
Zeros	3
Zeros (%)	0.6%
Negative	6
Negative (%)	1.1%
Memory size	4.3 KiB

Quantile statistics

Minimum	-92
5-th percentile	34
Q1	51
median	69
Q3	77
95-th percentile	85.1
Maximum	152
Range	244
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	22.498757
Coefficient of variation (CV)	0.35758647
Kurtosis	15.554817
Mean	62.918367
Median Absolute Deviation (MAD)	11
Skewness	-2.7689799
Sum	33913
Variance	506.19407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	24	4.5%
72	20	3.7%
82	18	3.3%
80	18	3.3%
76	17	3.2%
78	17	3.2%
68	16	3.0%
71	16	3.0%
74	15	2.8%
77	15	2.8%
Other values (63)	363	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-92	1	0.2%
-85	1	0.2%
-75	1	0.2%
-71	1	0.2%
-70	1	0.2%
-69	1	0.2%
0	3	0.6%
30	1	0.2%
31	1	0.2%
32	3	0.6%

Value	Count	Frequency (%)
152	1	0.2%
99	2	0.4%
94	1	0.2%
92	2	0.4%
91	3	0.6%
90	2	0.4%
89	1	0.2%
88	4	0.7%
87	6	1.1%
86	5	0.9%

track_id
Text

MISSING

Distinct	512
Distinct (%)	96.4%
Missing	8
Missing (%)	1.5%
Memory size	4.3 KiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	11682
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	493 ?
Unique (%)	92.8%

Sample

1st row	4WUepByoeqcedHoYhSNHRt
2nd row	0108kcWLnn2HlH2kedi1gn
3rd row	3Vpk1hfMAQme8VJ0SNRSkd
4th row	1OcSfkeCg9hRC2sFKB4IMJ
5th row	2k0ZEeAqzvYMcx9Qt5aClQ

Value	Count	Frequency (%)
43ra71bccxfgd4c8gopiln	2	0.4%
5hqsxkfgbxjzo9ucwd11so	2	0.4%
1dgr1c8crmldpv6mpbimsi	2	0.4%
3xyjscvfxbyb61dyhtwiby	2	0.4%
3phkh7d0lzm2aldutz2x37	2	0.4%
1fzauuvbzlhz1ljax9pty6	2	0.4%
1smiq65isabpto6gpflbym	2	0.4%
2rk4jlnc2tpmze2af99d45	2	0.4%
1symezit3h8uzfibcs3tyi	2	0.4%
6rrnnciqgzexnqk8sq9yv5	2	0.4%
Other values (502)	511	96.2%

Most occurring characters

Value	Count	Frequency (%)
4	268	2.3%
2	255	2.2%
0	244	2.1%
1	241	2.1%
5	238	2.0%
7	236	2.0%
3	225	1.9%
6	220	1.9%
9	208	1.8%
c	204	1.7%
Other values (52)	9343	80.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4754	40.7%
Uppercase Letter	4628	39.6%
Decimal Number	2300	19.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	204	4.3%
y	203	4.3%
q	200	4.2%
k	197	4.1%
z	195	4.1%
m	193	4.1%
x	191	4.0%
f	189	4.0%
g	189	4.0%
d	187	3.9%
Other values (16)	2806	59.0%

Uppercase Letter

Value	Count	Frequency (%)
V	194	4.2%
U	192	4.1%
Y	191	4.1%
I	190	4.1%
R	189	4.1%
Q	188	4.1%
P	187	4.0%
K	186	4.0%
M	186	4.0%
A	185	4.0%
Other values (16)	2740	59.2%

Decimal Number

Value	Count	Frequency (%)
4	268	11.7%
2	255	11.1%
0	244	10.6%
1	241	10.5%
5	238	10.3%
7	236	10.3%
3	225	9.8%
6	220	9.6%
9	208	9.0%
8	165	7.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9382	80.3%
Common	2300	19.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	204	2.2%
y	203	2.2%
q	200	2.1%
k	197	2.1%
z	195	2.1%
V	194	2.1%
m	193	2.1%
U	192	2.0%
Y	191	2.0%
x	191	2.0%
Other values (42)	7422	79.1%

Common

Value	Count	Frequency (%)
4	268	11.7%
2	255	11.1%
0	244	10.6%
1	241	10.5%
5	238	10.3%
7	236	10.3%
3	225	9.8%
6	220	9.6%
9	208	9.0%
8	165	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11682	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	268	2.3%
2	255	2.2%
0	244	2.1%
1	241	2.1%
5	238	2.0%
7	236	2.0%
3	225	1.9%
6	220	1.9%
9	208	1.8%
c	204	1.7%
Other values (52)	9343	80.0%

track_name
Text

MISSING

Distinct	331
Distinct (%)	62.2%
Missing	7
Missing (%)	1.3%
Memory size	4.3 KiB

Length

Max length	84
Median length	56
Mean length	22.030075
Min length	2

Characters and Unicode

Total characters	11720
Distinct characters	67
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	180 ?
Unique (%)	33.8%

Sample

1st row	Welcome To New York (Taylor's Version)
2nd row	Blank Space (Taylor's Version)
3rd row	Style (Taylor's Version)
4th row	Out Of The Woods (Taylor's Version)
5th row	All You Had To Do Was Stay (Taylor's Version)

Value	Count	Frequency (%)
version	127	6.3%
the	119	5.9%
taylor's	79	3.9%
	69	3.4%
taylor’s	42	2.1%
you	41	2.0%
from	39	1.9%
vault	31	1.5%
feat	30	1.5%
i	29	1.4%
Other values (413)	1417	70.0%

Most occurring characters

Value	Count	Frequency (%)
	1491	12.7%
e	1062	9.1%
o	814	6.9%
r	690	5.9%
a	655	5.6%
s	585	5.0%
n	560	4.8%
i	535	4.6%
t	482	4.1%
l	449	3.8%
Other values (57)	4397	37.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7779	66.4%
Uppercase Letter	1639	14.0%
Space Separator	1491	12.7%
Other Punctuation	215	1.8%
Close Punctuation	187	1.6%
Open Punctuation	187	1.6%
Decimal Number	104	0.9%
Dash Punctuation	63	0.5%
Final Punctuation	53	0.5%
Initial Punctuation	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1062	13.7%
o	814	10.5%
r	690	8.9%
a	655	8.4%
s	585	7.5%
n	560	7.2%
i	535	6.9%
t	482	6.2%
l	449	5.8%
h	307	3.9%
Other values (15)	1640	21.1%

Uppercase Letter

Value	Count	Frequency (%)
T	294	17.9%
V	164	10.0%
S	126	7.7%
B	89	5.4%
W	87	5.3%
F	78	4.8%
L	77	4.7%
I	74	4.5%
M	70	4.3%
O	69	4.2%
Other values (14)	511	31.2%

Other Punctuation

Value	Count	Frequency (%)
'	104	48.4%
.	60	27.9%
/	18	8.4%
,	9	4.2%
&	8	3.7%
!	6	2.8%
?	6	2.8%
"	4	1.9%

Decimal Number

Value	Count	Frequency (%)
1	35	33.7%
0	32	30.8%
2	29	27.9%
8	8	7.7%

Space Separator

Value	Count	Frequency (%)
	1491	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	187	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	187	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	63	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	53	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9418	80.4%
Common	2302	19.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1062	11.3%
o	814	8.6%
r	690	7.3%
a	655	7.0%
s	585	6.2%
n	560	5.9%
i	535	5.7%
t	482	5.1%
l	449	4.8%
h	307	3.3%
Other values (39)	3279	34.8%

Common

Value	Count	Frequency (%)
	1491	64.8%
)	187	8.1%
(	187	8.1%
'	104	4.5%
-	63	2.7%
.	60	2.6%
’	53	2.3%
1	35	1.5%
0	32	1.4%
2	29	1.3%
Other values (8)	61	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11665	99.5%
Punctuation	55	0.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1491	12.8%
e	1062	9.1%
o	814	7.0%
r	690	5.9%
a	655	5.6%
s	585	5.0%
n	560	4.8%
i	535	4.6%
t	482	4.1%
l	449	3.8%
Other values (55)	4342	37.2%

Punctuation

Value	Count	Frequency (%)
’	53	96.4%
‘	2	3.6%

audio_features.danceability
Real number (ℝ)

Distinct	267
Distinct (%)	49.7%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.58724209

Minimum	0.243
Maximum	0.897
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	0.243
5-th percentile	0.374
Q1	0.517
median	0.595
Q3	0.661
95-th percentile	0.777
Maximum	0.897
Range	0.654
Interquartile range (IQR)	0.144

Descriptive statistics

Standard deviation	0.11685757
Coefficient of variation (CV)	0.19899386
Kurtosis	0.016301277
Mean	0.58724209
Median Absolute Deviation (MAD)	0.069
Skewness	-0.21514178
Sum	315.349
Variance	0.013655691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.602	9	1.7%
0.61	7	1.3%
0.546	6	1.1%
0.535	6	1.1%
0.575	6	1.1%
0.649	6	1.1%
0.553	6	1.1%
0.359	5	0.9%
0.624	5	0.9%
0.559	5	0.9%
Other values (257)	476	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.243	1	0.2%
0.292	2	0.4%
0.298	1	0.2%
0.31	2	0.4%
0.313	2	0.4%
0.316	2	0.4%
0.317	2	0.4%
0.327	1	0.2%
0.334	1	0.2%
0.335	1	0.2%

Value	Count	Frequency (%)
0.897	2	0.4%
0.87	1	0.2%
0.867	1	0.2%
0.843	3	0.6%
0.828	1	0.2%
0.824	2	0.4%
0.815	1	0.2%
0.811	2	0.4%
0.81	1	0.2%
0.8	3	0.6%

audio_features.energy
Real number (ℝ)

Distinct	348
Distinct (%)	64.8%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.57306518

Minimum	0.118
Maximum	0.949
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	0.118
5-th percentile	0.248
Q1	0.436
median	0.589
Q3	0.729
95-th percentile	0.855
Maximum	0.949
Range	0.831
Interquartile range (IQR)	0.293

Descriptive statistics

Standard deviation	0.1923086
Coefficient of variation (CV)	0.33557894
Kurtosis	-0.77669357
Mean	0.57306518
Median Absolute Deviation (MAD)	0.144
Skewness	-0.23968857
Sum	307.736
Variance	0.036982598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.634	6	1.1%
0.488	6	1.1%
0.386	5	0.9%
0.777	5	0.9%
0.747	5	0.9%
0.816	4	0.7%
0.459	4	0.7%
0.855	4	0.7%
0.361	4	0.7%
0.61	4	0.7%
Other values (338)	490	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.118	1	0.2%
0.128	1	0.2%
0.131	1	0.2%
0.151	1	0.2%
0.155	1	0.2%
0.156	1	0.2%
0.16	1	0.2%
0.161	1	0.2%
0.166	1	0.2%
0.172	1	0.2%

Value	Count	Frequency (%)
0.949	1	0.2%
0.944	2	0.4%
0.934	1	0.2%
0.933	1	0.2%
0.917	2	0.4%
0.915	2	0.4%
0.909	1	0.2%
0.908	1	0.2%
0.902	1	0.2%
0.899	1	0.2%

audio_features.key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	2.2%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.5873606

Minimum	0
Maximum	11
Zeros	97
Zeros (%)	18.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	10
Maximum	11
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.2460817
Coefficient of variation (CV)	0.70761425
Kurtosis	-1.0943395
Mean	4.5873606
Median Absolute Deviation (MAD)	3
Skewness	0.061883653
Sum	2468
Variance	10.537047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	97	18.0%
7	95	17.6%
5	66	12.2%
4	62	11.5%
2	58	10.8%
9	38	7.1%
1	26	4.8%
6	24	4.5%
8	23	4.3%
10	22	4.1%
Other values (2)	27	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97	18.0%
1	26	4.8%
2	58	10.8%
3	13	2.4%
4	62	11.5%
5	66	12.2%
6	24	4.5%
7	95	17.6%
8	23	4.3%
9	38	7.1%

Value	Count	Frequency (%)
11	14	2.6%
10	22	4.1%
9	38	7.1%
8	23	4.3%
7	95	17.6%
6	24	4.5%
5	66	12.2%
4	62	11.5%
3	13	2.4%
2	58	10.8%

audio_features.loudness
Real number (ℝ)

Distinct	448
Distinct (%)	83.4%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	-7.5206387

Minimum	-17.932
Maximum	-1.909
Zeros	0
Zeros (%)	0.0%
Negative	537
Negative (%)	99.6%
Memory size	4.3 KiB

Quantile statistics

Minimum	-17.932
5-th percentile	-12.9256
Q1	-9.287
median	-6.942
Q3	-5.376
95-th percentile	-3.602
Maximum	-1.909
Range	16.023
Interquartile range (IQR)	3.911

Descriptive statistics

Standard deviation	2.9331578
Coefficient of variation (CV)	-0.39001445
Kurtosis	0.045956858
Mean	-7.5206387
Median Absolute Deviation (MAD)	1.951
Skewness	-0.62719954
Sum	-4038.583
Variance	8.6034147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-10.813	4	0.7%
-6.112	3	0.6%
-4.991	3	0.6%
-5.797	3	0.6%
-6.942	3	0.6%
-3.185	2	0.4%
-3.863	2	0.4%
-2.976	2	0.4%
-3.75	2	0.4%
-7.091	2	0.4%
Other values (438)	511	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.932	1	0.2%
-16.394	1	0.2%
-15.91	1	0.2%
-15.489	1	0.2%
-15.48	1	0.2%
-15.434	1	0.2%
-15.065	1	0.2%
-15.064	1	0.2%
-15.01	2	0.4%
-14.958	1	0.2%

Value	Count	Frequency (%)
-1.909	1	0.2%
-1.953	1	0.2%
-2.098	1	0.2%
-2.347	1	0.2%
-2.608	1	0.2%
-2.622	1	0.2%
-2.641	2	0.4%
-2.846	1	0.2%
-2.871	1	0.2%
-2.881	1	0.2%

audio_features.mode
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

1	492
0	47

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	539
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	492	91.3%
0	47	8.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	492	91.3%
0	47	8.7%

Most occurring characters

Value	Count	Frequency (%)
1	492	91.3%
0	47	8.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	539	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	492	91.3%
0	47	8.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	539	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	492	91.3%
0	47	8.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	539	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	492	91.3%
0	47	8.7%

audio_features.speechiness
Real number (ℝ)

Distinct	292
Distinct (%)	54.3%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.05770948

Minimum	0.0231
Maximum	0.912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	0.0231
5-th percentile	0.0263
Q1	0.030525
median	0.03775
Q3	0.0564
95-th percentile	0.15945
Maximum	0.912
Range	0.8889
Interquartile range (IQR)	0.025875

Descriptive statistics

Standard deviation	0.073145834
Coefficient of variation (CV)	1.2674839
Kurtosis	58.491295
Mean	0.05770948
Median Absolute Deviation (MAD)	0.0099
Skewness	6.7363652
Sum	31.0477
Variance	0.005350313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0275	7	1.3%
0.0308	6	1.1%
0.0264	6	1.1%
0.0281	5	0.9%
0.0273	5	0.9%
0.031	5	0.9%
0.0274	5	0.9%
0.0323	5	0.9%
0.0293	5	0.9%
0.0363	5	0.9%
Other values (282)	484	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0231	1	0.2%
0.0234	1	0.2%
0.0239	1	0.2%
0.0243	3	0.6%
0.0244	1	0.2%
0.0245	1	0.2%
0.0246	1	0.2%
0.025	1	0.2%
0.0251	1	0.2%
0.0252	1	0.2%

Value	Count	Frequency (%)
0.912	1	0.2%
0.721	1	0.2%
0.589	1	0.2%
0.519	2	0.4%
0.39	1	0.2%
0.364	1	0.2%
0.363	1	0.2%
0.245	2	0.4%
0.239	2	0.4%
0.201	1	0.2%

audio_features.acousticness
Real number (ℝ)

Distinct	401
Distinct (%)	74.5%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.33780623

Minimum	-0.00354
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.4%
Memory size	4.3 KiB

Quantile statistics

Minimum	-0.00354
5-th percentile	0.002303
Q1	0.03625
median	0.1675
Q3	0.66375
95-th percentile	0.907
Maximum	5
Range	5.00354
Interquartile range (IQR)	0.6275

Descriptive statistics

Standard deviation	0.39529207
Coefficient of variation (CV)	1.170174
Kurtosis	34.978306
Mean	0.33780623
Median Absolute Deviation (MAD)	0.16079
Skewness	3.5477485
Sum	181.73975
Variance	0.15625582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.101	5	0.9%
0.13	5	0.9%
0.481	3	0.6%
0.819	3	0.6%
0.964	3	0.6%
0.553	3	0.6%
0.298	3	0.6%
0.0129	3	0.6%
0.00471	3	0.6%
0.0167	3	0.6%
Other values (391)	504	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.00354	1	0.2%
-0.000537	1	0.2%
0.000184	1	0.2%
0.000191	1	0.2%
0.000197	1	0.2%
0.000315	2	0.4%
0.000328	1	0.2%
0.000418	1	0.2%
0.000421	1	0.2%
0.000443	1	0.2%

Value	Count	Frequency (%)
5	1	0.2%
2	1	0.2%
1.5	1	0.2%
0.971	2	0.4%
0.967	2	0.4%
0.966	1	0.2%
0.964	3	0.6%
0.962	1	0.2%
0.946	1	0.2%
0.942	1	0.2%

audio_features.instrumentalness
Text

Distinct	240
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

Length

Max length	8
Median length	7
Mean length	4.7439703
Min length	1

Characters and Unicode

Total characters	2557
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	179 ?
Unique (%)	33.2%

Sample

1st row	3.66e-05
2nd row	0
3rd row	0.0197
4th row	5.59e-05
5th row	0

Value	Count	Frequency (%)
0	235	43.6%
2.06e-05	4	0.7%
2.67e-05	3	0.6%
1.64e-06	3	0.6%
2.46e-05	3	0.6%
9.48e-06	2	0.4%
6.77e-06	2	0.4%
0.000326	2	0.4%
1.5e-05	2	0.4%
7.9e-06	2	0.4%
Other values (230)	281	52.1%

Most occurring characters

Value	Count	Frequency (%)
0	838	32.8%
.	303	11.8%
-	192	7.5%
e	191	7.5%
6	170	6.6%
5	170	6.6%
1	165	6.5%
2	112	4.4%
3	103	4.0%
4	91	3.6%
Other values (4)	222	8.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1870	73.1%
Other Punctuation	303	11.8%
Dash Punctuation	192	7.5%
Lowercase Letter	192	7.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	838	44.8%
6	170	9.1%
5	170	9.1%
1	165	8.8%
2	112	6.0%
3	103	5.5%
4	91	4.9%
7	90	4.8%
8	67	3.6%
9	64	3.4%

Lowercase Letter

Value	Count	Frequency (%)
e	191	99.5%
x	1	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	303	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	192	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2365	92.5%
Latin	192	7.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	838	35.4%
.	303	12.8%
-	192	8.1%
6	170	7.2%
5	170	7.2%
1	165	7.0%
2	112	4.7%
3	103	4.4%
4	91	3.8%
7	90	3.8%
Other values (2)	131	5.5%

Latin

Value	Count	Frequency (%)
e	191	99.5%
x	1	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2557	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	838	32.8%
.	303	11.8%
-	192	7.5%
e	191	7.5%
6	170	6.6%
5	170	6.6%
1	165	6.5%
2	112	4.4%
3	103	4.0%
4	91	3.6%
Other values (4)	222	8.7%

audio_features.liveness
Real number (ℝ)

Distinct	271
Distinct (%)	50.4%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.16330781

Minimum	0.0335
Maximum	0.931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	0.0335
5-th percentile	0.0663
Q1	0.0965
median	0.115
Q3	0.16225
95-th percentile	0.3752
Maximum	0.931
Range	0.8975
Interquartile range (IQR)	0.06575

Descriptive statistics

Standard deviation	0.14180033
Coefficient of variation (CV)	0.86830097
Kurtosis	11.903826
Mean	0.16330781
Median Absolute Deviation (MAD)	0.025
Skewness	3.2553196
Sum	87.8596
Variance	0.020107333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	13	2.4%
0.111	12	2.2%
0.101	11	2.0%
0.106	11	2.0%
0.115	10	1.9%
0.105	8	1.5%
0.123	8	1.5%
0.121	8	1.5%
0.114	8	1.5%
0.118	8	1.5%
Other values (261)	441	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0335	1	0.2%
0.0357	1	0.2%
0.0391	1	0.2%
0.0419	2	0.4%
0.0437	1	0.2%
0.0473	1	0.2%
0.0477	1	0.2%
0.054	1	0.2%
0.0574	1	0.2%
0.0576	1	0.2%

Value	Count	Frequency (%)
0.931	1	0.2%
0.918	1	0.2%
0.889	1	0.2%
0.884	1	0.2%
0.867	1	0.2%
0.865	1	0.2%
0.837	1	0.2%
0.83	1	0.2%
0.815	1	0.2%
0.795	1	0.2%

audio_features.valence
Real number (ℝ)

Distinct	326
Distinct (%)	60.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39840983

Minimum	0.0374
Maximum	0.943
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	0.0374
5-th percentile	0.107
Q1	0.23
median	0.386
Q3	0.535
95-th percentile	0.7464
Maximum	0.943
Range	0.9056
Interquartile range (IQR)	0.305

Descriptive statistics

Standard deviation	0.1994087
Coefficient of variation (CV)	0.5005115
Kurtosis	-0.44167846
Mean	0.39840983
Median Absolute Deviation (MAD)	0.153
Skewness	0.37971005
Sum	214.7429
Variance	0.039763831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.545	7	1.3%
0.374	5	0.9%
0.472	5	0.9%
0.328	5	0.9%
0.211	5	0.9%
0.399	5	0.9%
0.714	4	0.7%
0.228	4	0.7%
0.112	4	0.7%
0.454	4	0.7%
Other values (316)	491	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0374	1	0.2%
0.0382	2	0.4%
0.0499	1	0.2%
0.0567	1	0.2%
0.0586	1	0.2%
0.0633	1	0.2%
0.0662	1	0.2%
0.068	1	0.2%
0.0682	1	0.2%
0.0734	1	0.2%

Value	Count	Frequency (%)
0.943	1	0.2%
0.942	1	0.2%
0.928	1	0.2%
0.921	1	0.2%
0.92	2	0.4%
0.917	1	0.2%
0.865	2	0.4%
0.84	2	0.4%
0.838	1	0.2%
0.826	1	0.2%

audio_features.tempo
Real number (ℝ)

Distinct	450
Distinct (%)	83.6%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	122.36264

Minimum	68.097
Maximum	208.918
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	68.097
5-th percentile	79.025
Q1	96.6845
median	119.0005
Q3	143.939
95-th percentile	175.61185
Maximum	208.918
Range	140.821
Interquartile range (IQR)	47.2545

Descriptive statistics

Standard deviation	30.485522
Coefficient of variation (CV)	0.24914077
Kurtosis	-0.3552074
Mean	122.36264
Median Absolute Deviation (MAD)	22.9865
Skewness	0.48341329
Sum	65831.1
Variance	929.36705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109.993	3	0.6%
119.997	3	0.6%
70.008	2	0.4%
121.05	2	0.4%
106.026	2	0.4%
114.985	2	0.4%
141.929	2	0.4%
118.962	2	0.4%
119.375	2	0.4%
164.004	2	0.4%
Other values (440)	516	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68.097	1	0.2%
68.534	2	0.4%
70.008	2	0.4%
71.981	1	0.2%
73.849	1	0.2%
73.942	1	0.2%
74.9	1	0.2%
74.952	2	0.4%
74.957	2	0.4%
75.602	1	0.2%

Value	Count	Frequency (%)
208.918	1	0.2%
207.476	2	0.4%
204.489	1	0.2%
203.959	2	0.4%
203.89	1	0.2%
202.319	1	0.2%
200.391	1	0.2%
200.017	1	0.2%
199.997	1	0.2%
185.972	1	0.2%

audio_features.id
Text

Distinct	519
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	11858
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	499 ?
Unique (%)	92.6%

Sample

1st row	4WUepByoeqcedHoYhSNHRt
2nd row	0108kcWLnn2HlH2kedi1gn
3rd row	3Vpk1hfMAQme8VJ0SNRSkd
4th row	1OcSfkeCg9hRC2sFKB4IMJ
5th row	2k0ZEeAqzvYMcx9Qt5aClQ

Value	Count	Frequency (%)
4y5bvroubdpr5fuwxbibzr	2	0.4%
3rauevgrgj1iuwdj9fds70	2	0.4%
1symezit3h8uzfibcs3tyi	2	0.4%
6rrnnciqgzexnqk8sq9yv5	2	0.4%
1zy1pqizil78gegm4xwlea	2	0.4%
1fzauuvbzlhz1ljax9pty6	2	0.4%
1smiq65isabpto6gpflbym	2	0.4%
43ra71bccxfgd4c8gopiln	2	0.4%
1bxfupkguatgp7am0bbdwr	2	0.4%
1dgr1c8crmldpv6mpbimsi	2	0.4%
Other values (509)	519	96.3%

Most occurring characters

Value	Count	Frequency (%)
4	271	2.3%
2	260	2.2%
0	252	2.1%
1	247	2.1%
5	242	2.0%
7	242	2.0%
3	230	1.9%
6	222	1.9%
9	209	1.8%
y	206	1.7%
Other values (52)	9477	79.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4822	40.7%
Uppercase Letter	4695	39.6%
Decimal Number	2341	19.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
y	206	4.3%
q	206	4.3%
c	205	4.3%
z	199	4.1%
k	198	4.1%
m	198	4.1%
x	197	4.1%
g	191	4.0%
f	191	4.0%
w	188	3.9%
Other values (16)	2843	59.0%

Uppercase Letter

Value	Count	Frequency (%)
Y	196	4.2%
V	194	4.1%
I	194	4.1%
R	193	4.1%
U	192	4.1%
P	190	4.0%
M	189	4.0%
A	189	4.0%
Q	189	4.0%
F	189	4.0%
Other values (16)	2780	59.2%

Decimal Number

Value	Count	Frequency (%)
4	271	11.6%
2	260	11.1%
0	252	10.8%
1	247	10.6%
5	242	10.3%
7	242	10.3%
3	230	9.8%
6	222	9.5%
9	209	8.9%
8	166	7.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9517	80.3%
Common	2341	19.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
y	206	2.2%
q	206	2.2%
c	205	2.2%
z	199	2.1%
k	198	2.1%
m	198	2.1%
x	197	2.1%
Y	196	2.1%
V	194	2.0%
I	194	2.0%
Other values (42)	7524	79.1%

Common

Value	Count	Frequency (%)
4	271	11.6%
2	260	11.1%
0	252	10.8%
1	247	10.6%
5	242	10.3%
7	242	10.3%
3	230	9.8%
6	222	9.5%
9	209	8.9%
8	166	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11858	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	271	2.3%
2	260	2.2%
0	252	2.1%
1	247	2.1%
5	242	2.0%
7	242	2.0%
3	230	1.9%
6	222	1.9%
9	209	1.8%
y	206	1.7%
Other values (52)	9477	79.9%

audio_features.time_signature
Categorical

IMBALANCE

Distinct	3
Distinct (%)	0.6%
Missing	1
Missing (%)	0.2%
Memory size	4.3 KiB

4.0	517
3.0	14
5.0	7

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1614
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	517	95.9%
3.0	14	2.6%
5.0	7	1.3%
(Missing)	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	517	96.1%
3.0	14	2.6%
5.0	7	1.3%

Most occurring characters

Value	Count	Frequency (%)
.	538	33.3%
0	538	33.3%
4	517	32.0%
3	14	0.9%
5	7	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1076	66.7%
Other Punctuation	538	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	538	50.0%
4	517	48.0%
3	14	1.3%
5	7	0.7%

Other Punctuation

Value	Count	Frequency (%)
.	538	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1614	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	538	33.3%
0	538	33.3%
4	517	32.0%
3	14	0.9%
5	7	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1614	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	538	33.3%
0	538	33.3%
4	517	32.0%
3	14	0.9%
5	7	0.4%

artist_id
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

06HL4z0CvFAxyc27GX	539

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	9702
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	06HL4z0CvFAxyc27GX
2nd row	06HL4z0CvFAxyc27GX
3rd row	06HL4z0CvFAxyc27GX
4th row	06HL4z0CvFAxyc27GX
5th row	06HL4z0CvFAxyc27GX

Common Values

Value	Count	Frequency (%)
06HL4z0CvFAxyc27GX	539	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
06hl4z0cvfaxyc27gx	539	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	1078	11.1%
A	539	5.6%
G	539	5.6%
7	539	5.6%
2	539	5.6%
c	539	5.6%
y	539	5.6%
x	539	5.6%
F	539	5.6%
6	539	5.6%
Other values (7)	3773	38.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3773	38.9%
Decimal Number	3234	33.3%
Lowercase Letter	2695	27.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	539	14.3%
G	539	14.3%
F	539	14.3%
C	539	14.3%
L	539	14.3%
H	539	14.3%
X	539	14.3%

Decimal Number

Value	Count	Frequency (%)
0	1078	33.3%
7	539	16.7%
2	539	16.7%
6	539	16.7%
4	539	16.7%

Lowercase Letter

Value	Count	Frequency (%)
c	539	20.0%
y	539	20.0%
x	539	20.0%
v	539	20.0%
z	539	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6468	66.7%
Common	3234	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	539	8.3%
G	539	8.3%
c	539	8.3%
y	539	8.3%
x	539	8.3%
F	539	8.3%
v	539	8.3%
C	539	8.3%
z	539	8.3%
L	539	8.3%
Other values (2)	1078	16.7%

Common

Value	Count	Frequency (%)
0	1078	33.3%
7	539	16.7%
2	539	16.7%
6	539	16.7%
4	539	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9702	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1078	11.1%
A	539	5.6%
G	539	5.6%
7	539	5.6%
2	539	5.6%
c	539	5.6%
y	539	5.6%
x	539	5.6%
F	539	5.6%
6	539	5.6%
Other values (7)	3773	38.9%

artist_name
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

Taylor Swift	539

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	6468
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Taylor Swift
2nd row	Taylor Swift
3rd row	Taylor Swift
4th row	Taylor Swift
5th row	Taylor Swift

Common Values

Value	Count	Frequency (%)
Taylor Swift	539	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
taylor	539	50.0%
swift	539	50.0%

Most occurring characters

Value	Count	Frequency (%)
T	539	8.3%
a	539	8.3%
y	539	8.3%
l	539	8.3%
o	539	8.3%
r	539	8.3%
	539	8.3%
S	539	8.3%
w	539	8.3%
i	539	8.3%
Other values (2)	1078	16.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4851	75.0%
Uppercase Letter	1078	16.7%
Space Separator	539	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	539	11.1%
y	539	11.1%
l	539	11.1%
o	539	11.1%
r	539	11.1%
w	539	11.1%
i	539	11.1%
f	539	11.1%
t	539	11.1%

Uppercase Letter

Value	Count	Frequency (%)
T	539	50.0%
S	539	50.0%

Space Separator

Value	Count	Frequency (%)
	539	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5929	91.7%
Common	539	8.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	539	9.1%
a	539	9.1%
y	539	9.1%
l	539	9.1%
o	539	9.1%
r	539	9.1%
S	539	9.1%
w	539	9.1%
i	539	9.1%
f	539	9.1%

Common

Value	Count	Frequency (%)
	539	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6468	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	539	8.3%
a	539	8.3%
y	539	8.3%
l	539	8.3%
o	539	8.3%
r	539	8.3%
	539	8.3%
S	539	8.3%
w	539	8.3%
i	539	8.3%
Other values (2)	1078	16.7%

artist_popularity
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

120	539

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1617
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	120
2nd row	120
3rd row	120
4th row	120
5th row	120

Common Values

Value	Count	Frequency (%)
120	539	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
120	539	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	539	33.3%
2	539	33.3%
0	539	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1617	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	539	33.3%
2	539	33.3%
0	539	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1617	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	539	33.3%
2	539	33.3%
0	539	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1617	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	539	33.3%
2	539	33.3%
0	539	33.3%

album_id
Categorical

Distinct	26
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

1MPAXuTVL2Ej5x0JHiSPq8	46
1NAmidJlEaVgA3MpcPFYGq	36
0PZ7lAru5FDFHuirTkWe9Z	34
6kZ42qRrzov54LcAk4onW9	30
4hDok0OAJd57SGIT8xuWJH	26
Other values (21)	367

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	11858
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1o59UpKw81iHR0HPiSkJR0
2nd row	1o59UpKw81iHR0HPiSkJR0
3rd row	1o59UpKw81iHR0HPiSkJR0
4th row	1o59UpKw81iHR0HPiSkJR0
5th row	1o59UpKw81iHR0HPiSkJR0

Common Values

Value	Count	Frequency (%)
1MPAXuTVL2Ej5x0JHiSPq8	46	8.5%
1NAmidJlEaVgA3MpcPFYGq	36	6.7%
0PZ7lAru5FDFHuirTkWe9Z	34	6.3%
6kZ42qRrzov54LcAk4onW9	30	5.6%
4hDok0OAJd57SGIT8xuWJH	26	4.8%
1fnJ7k0bllNfL1kVdNVW1A	24	4.5%
6S6JQWzUrJVcJLK4fi74Fw	22	4.1%
1KVKqWeRuXsJDLTW0VuD29	22	4.1%
1o59UpKw81iHR0HPiSkJR0	22	4.1%
5AEDGbliTTfjOB8TSm1sxt	22	4.1%
Other values (16)	255	47.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1mpaxutvl2ej5x0jhispq8	46	8.5%
1namidjleavga3mpcpfygq	36	6.7%
0pz7laru5fdfhuirtkwe9z	34	6.3%
6kz42qrrzov54lcak4onw9	30	5.6%
4hdok0oajd57sgit8xuwjh	26	4.8%
1fnj7k0bllnfl1kvdnvw1a	24	4.5%
6s6jqwzurjvcjlk4fi74fw	22	4.1%
1kvkqweruxsjdltw0vud29	22	4.1%
1o59upkw81ihr0hpiskjr0	22	4.1%
5aedgblittfjob8tsm1sxt	22	4.1%
Other values (16)	255	47.3%

Most occurring characters

Value	Count	Frequency (%)
1	403	3.4%
J	403	3.4%
A	353	3.0%
V	316	2.7%
4	305	2.6%
0	291	2.5%
T	279	2.4%
W	275	2.3%
2	269	2.3%
P	265	2.2%
Other values (52)	8699	73.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5120	43.2%
Lowercase Letter	4308	36.3%
Decimal Number	2430	20.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
J	403	7.9%
A	353	6.9%
V	316	6.2%
T	279	5.4%
W	275	5.4%
P	265	5.2%
S	259	5.1%
Z	244	4.8%
F	240	4.7%
H	233	4.6%
Other values (16)	2253	44.0%

Lowercase Letter

Value	Count	Frequency (%)
u	263	6.1%
c	252	5.8%
i	252	5.8%
k	238	5.5%
q	222	5.2%
f	214	5.0%
g	209	4.9%
o	191	4.4%
x	181	4.2%
t	177	4.1%
Other values (16)	2109	49.0%

Decimal Number

Value	Count	Frequency (%)
1	403	16.6%
4	305	12.6%
0	291	12.0%
2	269	11.1%
5	241	9.9%
6	223	9.2%
9	194	8.0%
7	189	7.8%
8	180	7.4%
3	135	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9428	79.5%
Common	2430	20.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
J	403	4.3%
A	353	3.7%
V	316	3.4%
T	279	3.0%
W	275	2.9%
P	265	2.8%
u	263	2.8%
S	259	2.7%
c	252	2.7%
i	252	2.7%
Other values (42)	6511	69.1%

Common

Value	Count	Frequency (%)
1	403	16.6%
4	305	12.6%
0	291	12.0%
2	269	11.1%
5	241	9.9%
6	223	9.2%
9	194	8.0%
7	189	7.8%
8	180	7.4%
3	135	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11858	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	403	3.4%
J	403	3.4%
A	353	3.0%
V	316	2.7%
4	305	2.6%
0	291	2.5%
T	279	2.4%
W	275	2.3%
2	269	2.3%
P	265	2.2%
Other values (52)	8699	73.4%

album_name
Categorical

MISSING

Distinct	24
Distinct (%)	5.0%
Missing	62
Missing (%)	11.5%
Memory size	4.3 KiB

Lover	36
folklore: the long pond studio sessions (from the Disney+ special) [deluxe edition]	34
Red (Taylor's Version)	30
Fearless (Taylor's Version)	26
Midnights (The Til Dawn Edition)	24
Other values (19)	327

Length

Max length	83
Median length	26
Mean length	24.545073
Min length	4

Characters and Unicode

Total characters	11708
Distinct characters	49
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1989 (Taylor's Version) [Deluxe]
2nd row	1989 (Taylor's Version) [Deluxe]
3rd row	1989 (Taylor's Version) [Deluxe]
4th row	1989 (Taylor's Version) [Deluxe]
5th row	1989 (Taylor's Version) [Deluxe]

Common Values

Value	Count	Frequency (%)
Lover	36	6.7%
folklore: the long pond studio sessions (from the Disney+ special) [deluxe edition]	34	6.3%
Red (Taylor's Version)	30	5.6%
Fearless (Taylor's Version)	26	4.8%
Midnights (The Til Dawn Edition)	24	4.5%
1989 (Taylor's Version) [Deluxe]	22	4.1%
Speak Now (Taylor's Version)	22	4.1%
Red (Deluxe Edition)	22	4.1%
Speak Now (Deluxe Package)	22	4.1%
1989 (Taylor's Version)	21	3.9%
Other values (14)	218	40.4%
(Missing)	62	11.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
version	171	10.6%
deluxe	153	9.5%
taylor's	121	7.5%
edition	119	7.4%
the	92	5.7%
1989	75	4.7%
folklore	67	4.2%
fearless	61	3.8%
now	58	3.6%
speak	58	3.6%
Other values (25)	634	39.4%

Most occurring characters

Value	Count	Frequency (%)
e	1222	10.4%
	1132	9.7%
o	896	7.7%
i	765	6.5%
s	709	6.1%
l	627	5.4%
r	625	5.3%
n	606	5.2%
a	460	3.9%
t	384	3.3%
Other values (39)	4282	36.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8278	70.7%
Space Separator	1132	9.7%
Uppercase Letter	983	8.4%
Close Punctuation	387	3.3%
Open Punctuation	387	3.3%
Decimal Number	352	3.0%
Other Punctuation	155	1.3%
Math Symbol	34	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1222	14.8%
o	896	10.8%
i	765	9.2%
s	709	8.6%
l	627	7.6%
r	625	7.6%
n	606	7.3%
a	460	5.6%
t	384	4.6%
d	372	4.5%
Other values (12)	1612	19.5%

Uppercase Letter

Value	Count	Frequency (%)
T	184	18.7%
D	143	14.5%
V	137	13.9%
E	85	8.6%
S	81	8.2%
F	69	7.0%
N	58	5.9%
M	57	5.8%
R	52	5.3%
L	44	4.5%
Other values (3)	73	7.4%

Decimal Number

Value	Count	Frequency (%)
9	150	42.6%
8	83	23.6%
1	75	21.3%
3	20	5.7%
0	16	4.5%
2	8	2.3%

Close Punctuation

Value	Count	Frequency (%)
)	331	85.5%
]	56	14.5%

Open Punctuation

Value	Count	Frequency (%)
(	331	85.5%
[	56	14.5%

Other Punctuation

Value	Count	Frequency (%)
'	121	78.1%
:	34	21.9%

Space Separator

Value	Count	Frequency (%)
	1132	100.0%

Math Symbol

Value	Count	Frequency (%)
+	34	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9261	79.1%
Common	2447	20.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1222	13.2%
o	896	9.7%
i	765	8.3%
s	709	7.7%
l	627	6.8%
r	625	6.7%
n	606	6.5%
a	460	5.0%
t	384	4.1%
d	372	4.0%
Other values (25)	2595	28.0%

Common

Value	Count	Frequency (%)
	1132	46.3%
)	331	13.5%
(	331	13.5%
9	150	6.1%
'	121	4.9%
8	83	3.4%
1	75	3.1%
[	56	2.3%
]	56	2.3%
+	34	1.4%
Other values (4)	78	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11708	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1222	10.4%
	1132	9.7%
o	896	7.7%
i	765	6.5%
s	709	6.1%
l	627	5.4%
r	625	5.3%
n	606	5.2%
a	460	3.9%
t	384	3.3%
Other values (39)	4282	36.6%

album_release_date
Date

Distinct	23
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

Minimum	1989-10-24 00:00:00
Maximum	2027-05-26 00:00:00

Histogram

Histogram with fixed size bins (bins=23)

album_total_tracks
Categorical

Distinct	17
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

22	88
34	64
16	48
46	46
19	38
Other values (12)	255

Length

Max length	8
Median length	2
Mean length	2.1521336
Min length	1

Characters and Unicode

Total characters	1160
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	22
2nd row	22
3rd row	22
4th row	22
5th row	22

Common Values

Value	Count	Frequency (%)
22	88	16.3%
34	64	11.9%
16	48	8.9%
46	46	8.5%
19	38	7.1%
18	36	6.7%
17	34	6.3%
26	26	4.8%
13	26	4.8%
24	24	4.5%
Other values (7)	109	20.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
22	88	16.3%
34	64	11.9%
16	48	8.9%
46	46	8.5%
19	38	7.1%
18	36	6.7%
17	34	6.3%
13	26	4.8%
26	26	4.8%
24	24	4.5%
Other values (7)	109	20.2%

Most occurring characters

Value	Count	Frequency (%)
2	267	23.0%
1	248	21.4%
4	148	12.8%
6	120	10.3%
3	90	7.8%
8	44	3.8%
9	38	3.3%
0	35	3.0%
7	34	2.9%
e	30	2.6%
Other values (7)	106	9.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1040	89.7%
Lowercase Letter	105	9.1%
Uppercase Letter	15	1.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	267	25.7%
1	248	23.8%
4	148	14.2%
6	120	11.5%
3	90	8.7%
8	44	4.2%
9	38	3.7%
0	35	3.4%
7	34	3.3%
5	16	1.5%

Lowercase Letter

Value	Count	Frequency (%)
e	30	28.6%
h	15	14.3%
i	15	14.3%
r	15	14.3%
t	15	14.3%
n	15	14.3%

Uppercase Letter

Value	Count	Frequency (%)
T	15	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1040	89.7%
Latin	120	10.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	267	25.7%
1	248	23.8%
4	148	14.2%
6	120	11.5%
3	90	8.7%
8	44	4.2%
9	38	3.7%
0	35	3.4%
7	34	3.3%
5	16	1.5%

Latin

Value	Count	Frequency (%)
e	30	25.0%
T	15	12.5%
h	15	12.5%
i	15	12.5%
r	15	12.5%
t	15	12.5%
n	15	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1160	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	267	23.0%
1	248	21.4%
4	148	12.8%
6	120	10.3%
3	90	7.8%
8	44	3.8%
9	38	3.3%
0	35	3.0%
7	34	2.9%
e	30	2.6%
Other values (7)	106	9.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	disc_number	duration_ms	explicit	track_number	track_popularity	track_id	track_name	audio_features.danceability	audio_features.energy	audio_features.key	audio_features.loudness	audio_features.mode	audio_features.speechiness	audio_features.acousticness	audio_features.instrumentalness	audio_features.liveness	audio_features.valence	audio_features.tempo	audio_features.id	audio_features.time_signature	artist_id	artist_name	artist_popularity	album_id	album_name	album_release_date	album_total_tracks
0	1	212600	False	1	77	4WUepByoeqcedHoYhSNHRt	Welcome To New York (Taylor's Version)	0.757	0.610	7.0	-4.840	1	0.0327	0.009420	3.66e-05	0.3670	0.685	116.998	4WUepByoeqcedHoYhSNHRt	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
1	1	231833	False	2	78	0108kcWLnn2HlH2kedi1gn	Blank Space (Taylor's Version)	0.733	0.733	0.0	-5.376	1	0.0670	5.000000	0	0.1680	0.701	96.057	0108kcWLnn2HlH2kedi1gn	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
2	1	231000	False	3	79	3Vpk1hfMAQme8VJ0SNRSkd	Style (Taylor's Version)	0.511	0.822	11.0	-4.785	0	0.0397	0.000421	0.0197	0.0899	0.305	94.868	3Vpk1hfMAQme8VJ0SNRSkd	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
3	1	235800	False	4	78	1OcSfkeCg9hRC2sFKB4IMJ	Out Of The Woods (Taylor's Version)	0.545	0.885	0.0	-5.968	1	0.0447	-0.000537	5.59e-05	0.3850	0.206	92.021	1OcSfkeCg9hRC2sFKB4IMJ	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
4	1	193289	False	5	77	2k0ZEeAqzvYMcx9Qt5aClQ	All You Had To Do Was Stay (Taylor's Version)	0.588	0.721	0.0	-5.579	1	0.0317	0.000656	0	0.1310	0.520	96.997	2k0ZEeAqzvYMcx9Qt5aClQ	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
5	1	219209	False	6	76	50yNTF0Od55qnHLxYsA5Pw	Shake It Off (Taylor's Version)	0.636	0.808	7.0	-5.693	1	0.0729	0.012100	2.18e-05	0.3590	0.917	160.058	50yNTF0Od55qnHLxYsA5Pw	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
6	1	207650	False	7	76	3FxJDucHWdw6caWTKO5b23	I Wish You Would (Taylor's Version)	0.670	0.858	0.0	-6.528	1	0.0439	-0.003540	1.25e-05	0.0687	0.539	118.009	3FxJDucHWdw6caWTKO5b23	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
7	1	211103	False	8	75	7oZONwFiFIErZcXAtTu7FY	Bad Blood (Taylor's Version)	0.618	0.683	7.0	-6.438	1	0.1940	0.036200	0	0.3050	0.363	169.971	7oZONwFiFIErZcXAtTu7FY	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
8	1	220433	False	9	76	27exgla7YBw9DUNNcTIpjy	Wildest Dreams (Taylor's Version)	0.589	0.674	8.0	-7.480	1	0.0656	0.043600	7.18e-05	0.1120	0.514	139.985	27exgla7YBw9DUNNcTIpjy	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
9	1	247533	False	10	76	733OhaXQIHY7BKtY3vnSkn	How You Get The Girl (Taylor's Version)	0.758	0.691	5.0	-5.798	1	0.0515	0.001960	1.09e-05	0.0939	0.538	119.997	733OhaXQIHY7BKtY3vnSkn	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22

	disc_number	duration_ms	explicit	track_number	track_popularity	track_id	track_name	audio_features.danceability	audio_features.energy	audio_features.key	audio_features.loudness	audio_features.mode	audio_features.speechiness	audio_features.acousticness	audio_features.instrumentalness	audio_features.liveness	audio_features.valence	audio_features.tempo	audio_features.id	audio_features.time_signature	artist_id	artist_name	artist_popularity	album_id	album_name	album_release_date	album_total_tracks
529	1	207106	False	6	59	5Tj2MqcFMf60CaGsKbM1aq	The Outside	0.589	0.805	5.0	-4.055	1	0.0293	0.00491	0	0.2400	0.591	112.982	5Tj2MqcFMf60CaGsKbM1aq	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
530	1	248106	False	7	58	2zzxwmoOBnXDT0KnJsoIWk	Tied Together with a Smile	0.479	0.578	2.0	-4.963	1	0.0294	0.52500	0	0.0841	0.192	146.165	2zzxwmoOBnXDT0KnJsoIWk	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
531	1	236053	False	8	58	41sjzdjScVwnxnxADElts6	Stay Beautiful	0.594	0.629	8.0	-4.919	1	0.0246	0.08680	0	0.1370	0.504	131.597	41sjzdjScVwnxnxADElts6	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
532	1	242200	False	9	65	6CdaXOq1MWe2JHDalTG01d	Should've Said No	0.476	0.777	4.0	-3.771	0	0.0289	0.01030	0	0.1960	0.472	167.964	6CdaXOq1MWe2JHDalTG01d	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
533	1	213080	False	10	60	2O8sogKJCfVZ4rotBv1vVF	Mary's Song (Oh My My My)	0.403	0.627	2.0	-5.280	1	0.0292	0.01770	0	0.1820	0.374	74.900	2O8sogKJCfVZ4rotBv1vVF	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
534	1	201106	False	11	70	1j6gmK6u4WNI33lMZ8dC1s	Our Song	0.668	0.672	2.0	-4.931	1	0.0303	0.11100	0	0.3290	0.539	89.011	1j6gmK6u4WNI33lMZ8dC1s	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
535	1	213053	False	12	60	7CzxXgQXurKZCyHz9ufbo1	I'm Only Me When I'm With You	0.563	0.934	8.0	-3.629	1	0.0646	2.00000	0.000807	0.1030	0.518	143.964	7CzxXgQXurKZCyHz9ufbo1	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
536	1	203226	False	13	58	1k3PzDNjg38cWqOvL4M9vq	Invisible	0.612	0.394	7.0	-5.723	1	0.0243	0.63700	0	0.1470	0.233	96.001	1k3PzDNjg38cWqOvL4M9vq	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
537	1	220146	False	14	58	0YgHuReCSPwTXYny7isLja	A Perfectly Good Heart	0.483	0.751	4.0	-5.726	1	0.0365	0.00349	0	0.1280	0.268	156.092	0YgHuReCSPwTXYny7isLja	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
538	1	179066	False	15	58	1hxLyjC9D9Jpw6EAPKqWv4	Teardrops on My Guitar - Pop Version	0.459	0.753	10.0	-3.827	1	0.0537	0.04020	0	0.0863	0.483	199.997	1hxLyjC9D9Jpw6EAPKqWv4	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen

Most frequently occurring

	disc_number	duration_ms	explicit	track_number	track_popularity	track_id	track_name	audio_features.danceability	audio_features.energy	audio_features.key	audio_features.loudness	audio_features.mode	audio_features.speechiness	audio_features.acousticness	audio_features.instrumentalness	audio_features.liveness	audio_features.valence	audio_features.tempo	audio_features.id	audio_features.time_signature	artist_id	artist_name	artist_popularity	album_id	album_name	album_release_date	album_total_tracks	# duplicates
0	1	150440	False	17	72	1SmiQ65iSAbPto6gPFlBYm	It’s Nice To Have A Friend	0.737	0.175	10.0	-9.912	1	0.0401	0.97100	0.000337	0.1710	0.545	70.008	1SmiQ65iSAbPto6gPFlBYm	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
1	1	170640	False	1	77	43rA71bccXFGD4C8GOpIlN	I Forgot That You Existed	0.664	0.316	5.0	-10.345	1	0.5190	0.29800	2.03e-06	0.0812	0.541	92.875	43rA71bccXFGD4C8GOpIlN	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
2	1	171360	False	14	84	6RRNNciQGZEXnqk8SQ9yv5	You Need To Calm Down	0.771	0.671	2.0	-5.617	1	0.0553	0.00929	0	0.0637	0.714	85.026	6RRNNciQGZEXnqk8SQ9yv5	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
3	1	173386	False	6	78	2YWtcWi3a83pdEg3Gif4Pd	I Think He Knows	0.897	0.366	0.0	-8.029	1	0.0569	0.00889	0.000353	0.0715	0.416	100.003	2YWtcWi3a83pdEg3Gif4Pd	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
4	1	190240	False	11	80	1LLXZFeAHK9R4xUramtUKw	London Boy	0.695	0.710	1.0	-6.639	1	0.0500	0.02460	0.000104	0.1330	0.557	157.925	1LLXZFeAHK9R4xUramtUKw	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
5	1	190360	False	4	86	3RauEVgRgj1IuWdJ9fDs70	The Man	0.777	0.658	0.0	-5.191	1	0.0540	0.07670	0	0.0901	0.633	110.048	3RauEVgRgj1IuWdJ9fDs70	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
6	1	193000	False	16	80	2Rk4JlNc2TPmZe2af99d45	ME! (feat. Brendon Urie of Panic! At The Disco)	0.610	0.830	0.0	-4.105	1	0.0571	0.03300	0	0.1180	0.728	182.162	2Rk4JlNc2TPmZe2af99d45	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
7	1	198533	False	10	79	2dgFqt3w9xIQRjhPtwNk3D	Death By A Thousand Cuts	0.712	0.732	4.0	-6.754	1	0.0629	0.45400	0	0.3190	0.313	94.071	2dgFqt3w9xIQRjhPtwNk3D	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
8	1	200306	False	13	78	5hQSXkFgbxjZo9uCwd11so	False God	0.739	0.320	11.0	-10.862	0	0.2390	0.73600	0.000147	0.1110	0.351	79.970	5hQSXkFgbxjZo9uCwd11so	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2
9	1	201586	False	12	72	4AYtqFyFbX0Xkc2wtcygTr	Soon You’ll Get Better (feat. The Chicks)	0.433	0.182	0.0	-12.566	1	0.0641	0.90700	0	0.1230	0.421	207.476	4AYtqFyFbX0Xkc2wtcygTr	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Final Punctuation

Initial Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Punctuation

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number